Average Nucleotide Identity based Staphylococcus aureus strain grouping allows identification of strain-specific genes in the pangenome
Raghuram, V.; Petit, R. A.; Karol, Z.; Mehta, R.; Weissman, D.; Read, T. D.
Show abstract
Staphylococcus aureus causes both hospital and community acquired infections in humans worldwide. Due to the high incidence of infection S. aureus is also one of the most sampled and sequenced pathogens today, providing an outstanding resource to understand variation at the bacterial subspecies level. We processed and downsampled 83,383 public S. aureus Illumina whole genome shotgun sequences and 1,263 complete genomes to produce 7,954 representative substrains. Pairwise comparison of core gene Average Nucleotide Identity (ANI) revealed a natural boundary of 99.5% that could be used to define 145 distinct strains within the species. We found that intermediate frequency genes in the pangenome (present in 10-95% of genomes) could be divided into those closely linked to strain background ("strain-concentrated") and those highly variable within strains ("strain-diffuse"). Non-core genes had different patterns of chromosome location; notably, strain-diffuse associated with prophages, strain-concentrated with the vSa{beta} genome island and rare genes (<10% frequency) concentrated near the origin of replication. Antibiotic genes were enriched in the strain-diffuse class, while virulence genes were distributed between strain-diffuse, strain-concentrated, core and rare classes. This study shows how different patterns of gene movement help create strains as distinct subspecies entities and provide insight into the diverse histories of important S. aureus functions. ImportanceWe analyzed the genomic diversity of Staphylococcus aureus, a globally prevalent bacterial species that causes serious infections in humans. Our goal was to build a genetic picture of the different strains of S. aureus and which genes may be associated with them. We used a large public dataset (>84,000 genomes) that was re-processed and subsampled to remove redundancy. We found that individual genomes could be grouped into strains by sharing > 99.5% identical nucleotide sequence of the core part of their genome. We also showed that a portion of genes that are present in intermediate frequency in the species are strongly associated with some strains but completely absent from others, suggesting a role in strain-specificity. This work lays the foundation for understanding individual gene histories of the S. aureus species and also outlines strategies for processing large bacterial genomic datasets.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The phylogenomic landscape of the genus Serratia 97%
- Construction of a complete set of Neisseria meningitidis defined mutants - the NeMeSys 2.0 collection - and its use for the phenotypic profiling of the genome of an important human pathogen 97%
- The global phylogenetic landscape and nosocomial spread of the multidrug-resistant opportunist Stenotrophomonas maltophilia 96%
Similar papers in this journal
- Context-aware genomic surveillance reveals hidden transmission of a carbapenemase-producing Klebsiella pneumoniae 96%
- Global genomic population structure of Clostridioides difficile 96%
- Phylogenomic and genomic analysis reveals unique and shared genetic signatures of Mycobacterium kansasii complex species 95%
Similar papers in this journal
- Genomic diversity of hospital-acquired infections revealed through prospective whole genome sequencing-based surveillance 97%
- Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins 96%
- Longitudinal, Multi-platform Metagenomics Yields a High-quality Genomic Catalog and Guides an In Vitro Model for Cheese Communities 95%
Similar papers in this journal
- Higher-order interactions shape microbial interactions as microbial community complexity increases 95%
- Genomic epidemiology of vancomycin resistant Enterococcus faecium (VREfm) in Latin America: Revisiting the global VRE population structure 94%
- Identifying the essential genes of Mycobacterium avium subsp. hominissuis with Tn-Seq using a rank-based filter procedure. 94%
Similar papers in this journal
- Evolutionary processes driving the rise and fall of Staphylococcus aureus ST239, a dominant hybrid pathogen 97%
- A Genome-based Model to Predict the Virulence of Pseudomonas aeruginosa Isolates 96%
- Genomic surveillance of vancomycin-resistant Enterococcus faecium reveals spread of a linear plasmid conferring a nutrient utilization advantage 96%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.